Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning

Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning

25 February 2025

Papers citing "Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning"

15 / 15 papers shown

Title
DeepCritic: Deliberate Critique with Large Language Models Wenkai Yang Jingwen Chen Yankai Lin Ji-Rong Wen ALM LRM 25 0 0 01 May 2025
ShorterBetter: Guiding Reasoning Models to Find Optimal Inference Length for Efficient Reasoning Jingyang Yi Jiazheng Wang ReLM OODD LRM 56 0 0 30 Apr 2025
Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie LRM 49 0 0 30 Apr 2025
THOUGHTTERMINATOR: Benchmarking, Calibrating, and Mitigating Overthinking in Reasoning Models Xiao Pu Michael Stephen Saxon Wenyue Hua William Yang Wang LRM 24 0 0 17 Apr 2025
Cost-of-Pass: An Economic Framework for Evaluating Language Models Mehmet Hamza Erol Batu El Mirac Suzgun Mert Yuksekgonul J. Zou ELM 29 0 0 17 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 50 0 0 15 Apr 2025
Understanding and Optimizing Multi-Stage AI Inference Pipelines A. Bambhaniya Hanjiang Wu Suvinay Subramanian S. Srinivasan Souvik Kundu Amir Yazdanbakhsh Midhilesh Elavazhagan Madhu Kumar Tushar Krishna 32 0 0 14 Apr 2025
S1-Bench: A Simple Benchmark for Evaluating System 1 Thinking Capability of Large Reasoning Models Wenyuan Zhang Shuaiyi Nie Xinghua Zhang Zefeng Zhang Tingwen Liu ELM LRM 32 2 0 14 Apr 2025
Leveraging Reasoning Model Answers to Enhance Non-Reasoning Model Capability Haotian Wang Han Zhao Shuaiting Chen Xiaoyu Tian Sitong Zhao Yunjie Ji Yiping Peng Xiangang Li ReLM LRM 54 0 0 13 Apr 2025
GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning Jian Zhao Runze Liu Kaiyan Zhang Zhimu Zhou Junqi Gao ... Jiafei Lyu Zhouyi Qian Biqing Qi Xiu Li Bowen Zhou OffRL LRM 35 3 0 01 Apr 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 76 11 0 27 Mar 2025
Unlocking Efficient Long-to-Short LLM Reasoning with Model Merging Han Wu Yuxuan Yao Shuqi Liu Zehua Liu Xiaojin Fu Xiongwei Han X. Li Hui-Ling Zhen Tao Zhong Mingxuan Yuan MoMe LRM 64 4 0 26 Mar 2025
Think Twice: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking Xiaoyu Tian Sitong Zhao Haotian Wang Shuaiting Chen Yunjie Ji Yiping Peng Han Zhao Xiangang Li ReLM ELM LRM 46 5 0 25 Mar 2025
MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection Yibo Yan Shen Wang Jiahao Huo Philip S. Yu Xuming Hu Qingsong Wen 48 1 0 23 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 55 21 0 20 Mar 2025